activity
20052023
most citedExpectation maximization as message passing

61 citations · 304 across the 31 of their papers we have counts for

collaborators

31 papers

cs.CV2023

Slot-VAE: Object-Centric Scene Generation with Slot Attention

Yanbo Wang, Letao Liu, Justin Dauwels

Slot attention has shown remarkable object-centric representation learning performance in computer vision tasks without requiring any supervision. Despite its object-centric bindin…

eess.AS2023★ 3 cited

MERLIon CCS Challenge Evaluation Plan

Leibny Paola Garcia Perera, Y. H. Victoria Chua, Hexin Liu +5

This paper introduces the inaugural Multilingual Everyday Recordings- Language Identification on Code-Switched Child-Directed Speech (MERLIon CCS) Challenge, focused on developing…

eess.AS2023

Investigating model performance in language identification: beyond simple error statistics

Suzy J. Styles, Victoria Y. H. Chua, Fei Ting Woon +5

Language development experts need tools that can automatically identify languages from fluent, conversational speech, and provide reliable estimates of usage rates at the level of…

eess.AS2023

MERLIon CCS Challenge: A English-Mandarin code-switching child-directed speech corpus for language identification and diarization

Victoria Y. H. Chua, Hexin Liu, Leibny Paola Garcia Perera +7

To enhance the reliability and robustness of language identification (LID) and language diarization (LD) systems for heterogeneous populations and scenarios, there is a need for sp…

cs.LG2023

TC-VAE: Uncovering Out-of-Distribution Data Generative Factors

Cristian Meo, Anirudh Goyal, Justin Dauwels

Uncovering data generative factors is the ultimate goal of disentanglement learning. Although many works proposed disentangling generative models able to uncover the underlying gen…

cs.RO2023★ 14 cited

PEM: Perception Error Model for Virtual Testing of Autonomous Vehicles

Andrea Piazzoni, Jim Cherian, Justin Dauwels +1

Even though virtual testing of Autonomous Vehicles (AVs) has been well recognized as essential for safety assessment, AV simulators are still undergoing active development. One par…